{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {
        "id": "jmXx-hS9ZMVj"
      },
      "source": [
        "# FSRS4Anki v6.1.2 Simulator\n",
        "\n",
        "[![open in colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/open-spaced-repetition/fsrs4anki/blob/v6.1.2/fsrs4anki_simulator.ipynb)\n",
        "\n",
        "↑ Click the above button to open the simulator on Google Colab.\n",
        "\n",
        "> If you can't see the button and are located in the Chinese Mainland, please use a proxy or VPN."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "BtW1uBOm6Djf"
      },
      "outputs": [],
      "source": [
        "# Here are some settings that you need to replace before running this optimizer.\n",
        "\n",
        "filename = \"collection-2022-09-18@13-21-58.colpkg\"\n",
        "# If you upload deck file, replace it with your deck filename. E.g., ALL__Learning.apkg\n",
        "# If you upload collection file, replace it with your colpkg filename. E.g., collection-2022-09-18@13-21-58.colpkg\n",
        "\n",
        "# Replace it with your timezone. I'm in China, so I use Asia/Shanghai.\n",
        "# You can find your timezone here: https://gist.github.com/heyalexej/8bf688fd67d7199be4a1682b3eec7568\n",
        "timezone = 'Asia/Shanghai'\n",
        "\n",
        "# Replace it with your Anki's setting in Preferences -> Scheduling.\n",
        "next_day_starts_at = 4\n",
        "\n",
        "# Replace it if you don't want the optimizer to use the review logs before a specific date.\n",
        "revlog_start_date = \"2006-10-05\"  # YYYY-MM-DD\n",
        "\n",
        "# parameters for FSRS\n",
        "params = [0.212, 1.2931, 2.3065, 8.2956, 6.4133, 0.8334, 3.0194, 0.001, 1.8722, 0.1666, 0.796, 1.4835, 0.0614, 0.2629, 1.6483, 0.6014, 1.8729, 0.5425, 0.0912, 0.0658, 0.1542]\n",
        "desired_retention = 0.85  # recommended setting: 0.7 ~ 0.9\n",
        "\n",
        "\n",
        "# common parameters\n",
        "maximum_interval = 36500\n",
        "new_cards_limits = 20\n",
        "review_limits = 400\n",
        "max_time_limts = 10000\n",
        "learn_days = 300\n",
        "deck_size = 20000\n",
        "\n",
        "# Set it to True if you don't want the optimizer to use the review logs from suspended cards.\n",
        "filter_out_suspended_cards = False\n",
        "\n",
        "# Red: 1, Orange: 2, Green: 3, Blue: 4, Pink: 5, Turquoise: 6, Purple: 7\n",
        "# Set it to [1, 2] if you don't want the optimizer to use the review logs from cards with red or orange flag.\n",
        "filter_out_flags = []\n",
        "\n",
        "schedulers = [\"anki\", \"fsrs\"] # You can disable anki by removing it from this list"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Note: you may need to restart the kernel to use updated packages.\n",
            "Deck file extracted successfully!\n",
            "revlog.csv saved.\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d9e7122d2d634769b7c3b94d4f2aa1b3",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "  0%|          | 0/9793 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Trainset saved.\n"
          ]
        }
      ],
      "source": [
        "%pip install -q fsrs_optimizer==6.1.4\n",
        "import numpy as np\n",
        "\n",
        "# for local development\n",
        "# import os\n",
        "# import sys\n",
        "# sys.path.insert(0, os.path.abspath('../fsrs-optimizer/src/fsrs_optimizer/'))\n",
        "import fsrs_optimizer as optimizer\n",
        "\n",
        "optimizer = optimizer.Optimizer()\n",
        "optimizer.anki_extract(filename, filter_out_suspended_cards, filter_out_flags)\n",
        "optimizer.create_time_series(timezone, revlog_start_date, next_day_starts_at, analysis=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "scheduler:  anki\n",
            "learned cards:  6000.0\n",
            "time in minutes:  102097.4\n",
            "remembered cards:  5760\n",
            "time per remembered card: 1.77\n",
            "\n",
            "scheduler:  fsrs\n",
            "learned cards:  6000.0\n",
            "time in minutes:  81250.1\n",
            "remembered cards:  5567\n",
            "time per remembered card: 1.46\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "from matplotlib import pyplot as plt\n",
        "from fsrs_optimizer import simulate\n",
        "\n",
        "for scheduler_name in schedulers:\n",
        "    (\n",
        "        card_table,\n",
        "        review_cnt_per_day,\n",
        "        learn_cnt_per_day,\n",
        "        memorized_cnt_per_day,\n",
        "        cost_per_day,\n",
        "        _,\n",
        "    ) = simulate(\n",
        "        w=params,\n",
        "        request_retention=desired_retention,\n",
        "        deck_size=deck_size,\n",
        "        learn_span=learn_days,\n",
        "        max_cost_perday=max_time_limts,\n",
        "        learn_limit_perday=new_cards_limits,\n",
        "        review_limit_perday=review_limits,\n",
        "        max_ivl=maximum_interval,\n",
        "        first_rating_prob=optimizer.first_rating_prob,\n",
        "        review_rating_prob=optimizer.review_rating_prob,\n",
        "        learning_step_transitions=optimizer.learning_step_transitions,\n",
        "        relearning_step_transitions=optimizer.relearning_step_transitions,\n",
        "        state_rating_costs=optimizer.state_rating_costs,\n",
        "        scheduler_name=scheduler_name,\n",
        "    )\n",
        "\n",
        "    def moving_average(data, window_size=365 // 20):\n",
        "        weights = np.ones(window_size) / window_size\n",
        "        return np.convolve(data, weights, mode=\"valid\")\n",
        "\n",
        "    plt.figure(1)\n",
        "    plt.plot(\n",
        "        moving_average(review_cnt_per_day),\n",
        "        label=scheduler_name,\n",
        "    )\n",
        "    plt.title(\"Review Count per Day\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.figure(2)\n",
        "    plt.plot(\n",
        "        moving_average(learn_cnt_per_day),\n",
        "        label=scheduler_name,\n",
        "    )\n",
        "    plt.title(\"Learn Count per Day\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.figure(3)\n",
        "    plt.plot(\n",
        "        np.cumsum(learn_cnt_per_day),\n",
        "        label=scheduler_name,\n",
        "    )\n",
        "    plt.title(\"Cumulative Learn Count\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.figure(4)\n",
        "    plt.plot(\n",
        "        memorized_cnt_per_day,\n",
        "        label=scheduler_name,\n",
        "    )\n",
        "    plt.title(\"Memorized Count per Day\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "    plt.figure(5)\n",
        "    plt.plot(\n",
        "        cost_per_day,\n",
        "        label=scheduler_name,\n",
        "    )\n",
        "    plt.title(\"Time Cost per Day\")\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "    total_learned = sum(learn_cnt_per_day)\n",
        "    total_time = sum(cost_per_day)\n",
        "    total_remembered = memorized_cnt_per_day[-1]\n",
        "\n",
        "    print(\"scheduler: \", scheduler_name)\n",
        "    print(\"learned cards: \", total_learned)\n",
        "    print(\"time in minutes: \", round(total_time / 6, 1))\n",
        "    print(\"remembered cards: \", round(total_remembered))\n",
        "    print(\"time per remembered card:\", round(total_time / 60 / total_remembered, 2))\n",
        "    print()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "authorship_tag": "ABX9TyOm4HfyD2iOIc2PUtxA92by",
      "collapsed_sections": [],
      "provenance": []
    },
    "kernelspec": {
      "display_name": "fsrs4anki",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.16"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
